{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Context\n",
    "In today's competitive world, it is crucial to understand customer bahaviour and categorise customers based on their demography and buying behaviour. This is broadly one aspect of customer segmentation that allows marketers to better tailor their marketing efforts to various audience subsets in terms of promotional, marketing and product development strategies."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Objective\n",
    "This article demonstrates the concept of segmentation of a customer dataset from an e-commerce site using k-means clustering in python. The dataset contains the annual income of ~300 customers and their annual spend on an e-commerce site. We will use the kmeans and the hierarchical clustering algorithms to derive the optimum number of clusters and understand the underlying customer segments based on the data provided. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "About the dataset\n",
    "The dataset consists of Annual income (in $000) and their total spend (in $000) on an e-commerce site for a period of one year. Let us explore the data using numpy and pandas libraries in python."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Load the required packages\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "#Plot styling\n",
    "import seaborn as sns; sns.set()  # for plot styling\n",
    "%matplotlib inline\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (16, 9)\n",
    "plt.style.use('ggplot')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset=pd.read_csv('CLV.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>INCOME</th>\n",
       "      <th>SPEND</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>233</td>\n",
       "      <td>150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>250</td>\n",
       "      <td>187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>204</td>\n",
       "      <td>172</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>236</td>\n",
       "      <td>178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>354</td>\n",
       "      <td>163</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   INCOME  SPEND\n",
       "0     233    150\n",
       "1     250    187\n",
       "2     204    172\n",
       "3     236    178\n",
       "4     354    163"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "303"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dataset) # of rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>INCOME</th>\n",
       "      <td>303.0</td>\n",
       "      <td>245.273927</td>\n",
       "      <td>48.499412</td>\n",
       "      <td>126.0</td>\n",
       "      <td>211.0</td>\n",
       "      <td>240.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>417.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPEND</th>\n",
       "      <td>303.0</td>\n",
       "      <td>149.646865</td>\n",
       "      <td>22.905161</td>\n",
       "      <td>71.0</td>\n",
       "      <td>133.5</td>\n",
       "      <td>153.0</td>\n",
       "      <td>166.0</td>\n",
       "      <td>202.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        count        mean        std    min    25%    50%    75%    max\n",
       "INCOME  303.0  245.273927  48.499412  126.0  211.0  240.0  274.0  417.0\n",
       "SPEND   303.0  149.646865  22.905161   71.0  133.5  153.0  166.0  202.0"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset.describe().transpose() #descriptive statistics of the dataset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset consists of 303 rows. The mean annual income is $245000 and the mean annual spend is $149000. The distribution of the annual income and annual spend has been visualised with a distplot and violinplot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'Income / spend')"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211dea2d908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualising the data\n",
    "plot_income = sns.distplot(dataset[\"INCOME\"])\n",
    "plot_spend = sns.distplot(dataset[\"SPEND\"])\n",
    "plt.xlabel('Income / spend')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, 420)]"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211e4671f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, axes = plt.subplots(1,2, figsize=(12,6), sharex=True, sharey=True)\n",
    "v1 = sns.violinplot(data=dataset, x='INCOME', color=\"skyblue\",ax=axes[0])\n",
    "v2 = sns.violinplot(data=dataset, x='SPEND',color=\"lightgreen\", ax=axes[1])\n",
    "v1.set(xlim=(0,420))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x211e45a58d0>"
      ]
     },
     "execution_count": 87,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211e4571668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the values to understand the spread\n",
    "Income = dataset['INCOME'].values\n",
    "Spend = dataset['SPEND'].values\n",
    "X = np.array(list(zip(Income, Spend)))\n",
    "plt.scatter(Income, Spend, c='black', s=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<mpl_toolkits.mplot3d.art3d.Path3DCollection at 0x211de9f8358>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x211de7556d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "##plot in 3D space\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = Axes3D(fig)\n",
    "ax.scatter(X[:, 0], X[:, 1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Clustering fundamentals"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=dataset.iloc[:,[0,1]].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211ddb0e9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Using the elbow method to find the ideal number of clusters\n",
    "from sklearn.cluster import KMeans\n",
    "wcss = []\n",
    "for i in range(1,11):\n",
    "    km=KMeans(n_clusters=i,init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "    km.fit(X)\n",
    "    wcss.append(km.inertia_)\n",
    "plt.plot(range(1,11),wcss)\n",
    "plt.title('Elbow Method')\n",
    "plt.xlabel('Number of clusters')\n",
    "plt.ylabel('wcss')\n",
    "plt.show()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "##Fitting kmeans to the dataset\n",
    "km=KMeans(n_clusters=6,init='k-means++', max_iter=300, n_init=10, random_state=0)\n",
    "y_means = km.fit_predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211debea828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Visualising the clusters\n",
    "plt.scatter(X[y_means==0,0],X[y_means==0,1],s=50, c='purple',label='Cluster1')\n",
    "plt.scatter(X[y_means==1,0],X[y_means==1,1],s=50, c='blue',label='Cluster2')\n",
    "plt.scatter(X[y_means==2,0],X[y_means==2,1],s=50, c='green',label='Cluster3')\n",
    "plt.scatter(X[y_means==3,0],X[y_means==3,1],s=50, c='cyan',label='Cluster4')\n",
    "plt.scatter(X[y_means==4,0],X[y_means==4,1],s=50, c='magenta',label='Cluster5')\n",
    "plt.scatter(X[y_means==5,0],X[y_means==5,1],s=50, c='orange',label='Cluster6')\n",
    "\n",
    "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:,1],s=200,marker='s', c='red', alpha=0.7, label='Centroids')\n",
    "plt.title('Customer segments')\n",
    "plt.xlabel('Annual income of customer')\n",
    "plt.ylabel('Annual spend from customer on site')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211de838390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Using the dendrogram to find the optimal number of clusters\n",
    "import scipy.cluster.hierarchy as sch\n",
    "dend=sch.dendrogram(sch.linkage(X, method='ward'))\n",
    "plt.title(\"Dendrogram\")\n",
    "plt.xlabel('Customer')\n",
    "plt.ylabel('euclieden')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Fitting Hierarchical Clustering to the dataset\n",
    "from sklearn.cluster import AgglomerativeClustering\n",
    "hc=AgglomerativeClustering(n_clusters=6, affinity='euclidean', linkage='ward' )\n",
    "y_hc = hc.fit_predict(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x211de67b080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Visualising the clusters\n",
    "plt.scatter(X[y_hc == 0, 0], X[y_hc == 0, 1], s = 100, c = 'red', label = 'Cluster 1')\n",
    "plt.scatter(X[y_hc == 1, 0], X[y_hc == 1, 1], s = 100, c = 'blue', label = 'Cluster 2')\n",
    "plt.scatter(X[y_hc == 2, 0], X[y_hc == 2, 1], s = 100, c = 'green', label = 'Cluster 3')\n",
    "plt.scatter(X[y_hc == 3, 0], X[y_hc == 3, 1], s = 100, c = 'cyan', label = 'Cluster 4')\n",
    "plt.scatter(X[y_hc == 4, 0], X[y_hc == 4, 1], s = 100, c = 'magenta', label = 'Cluster 5')\n",
    "plt.scatter(X[y_hc == 5, 0], X[y_hc == 5, 1], s = 100, c = 'orange', label = 'Cluster 6')\n",
    "\n",
    "plt.title('Clusters of customers')\n",
    "plt.xlabel('Annual Income (k$)')\n",
    "plt.ylabel('Annual spend')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
